Predictive maintenance is a common value proposition cited for IoT analytics. We will walk through an example as a way to highlight how to think financially about when it makes sense and when it does not.
The economics of predictive maintenance example
by Andrew Minteer
Analytics for the Internet of Things (IoT)
- Preface
- Defining IoT Analytics and Challenges
- IoT Devices and Networking Protocols
- IoT devices
- Networking basics
- IoT networking connectivity protocols
- IoT networking data messaging protocols
- Analyzing data to infer protocol and device characteristics
- Summary
- IoT Analytics for the Cloud
- Creating an AWS Cloud Analytics Environment
- Collecting All That Data - Strategies and Techniques
- Getting to Know Your Data - Exploring IoT Data
- Exploring and visualizing data
- Look for attributes that might have predictive value
- R (the pirate's language...if he was a statistician)
- Summing it all up
- Solving industry-specific analysis problems
- Summary
- Decorating Your Data - Adding External Datasets to Innovate
- Communicating with Others - Visualization and Dashboarding
- Applying Geospatial Analytics to IoT Data
- Data Science for IoT Analytics
- Machine learning (ML)
- Anomaly detection using R
- Forecasting using ARIMA
- Deep learning
- Summary
- Strategies to Organize Data for Analytics
- The Economics of IoT Analytics
- Bringing It All Together
The economics of predictive maintenance example
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